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Automation Risk Analysis

Will “Scale Tester” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Scale Tester” will maybe be replaced by AI.

Based on the cognitive demands, communication requirements, and logical reasoning intrinsic to this occupation according to O*NET data, we project a 56% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

54%

“Scale Tester” will maybe be replaced by robots.

Evaluating the physical dexterity, repetitive motion tasks, and manual labor associated with this role, our analysis indicates a 54% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Inspectors, Testers, Sorters, Samplers, and Weighers, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Inspect, test, sort, sample, or weigh nonagricultural raw materials or processed, machined, fabricated, or assembled parts or products for defects, wear, and deviations from specifications. May use precision measuring instruments and complex test equipment.

Avg. Annual Salary $51,670
Avg. Hourly Wage $24.84
Available Jobs (US) 591,180
Job Title & Hierarchy Code (SOC) Inspectors, Testers, Sorters, Samplers, and Weighers #51-9061
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Inspectors, Testers, Sorters, Samplers, and Weighers”

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Core Skills & Abilities

  • Make minor adjustments to equipment, such as turning setscrews to calibrate instruments to required tolerances.

  • Analyze test data, making computations as necessary, to determine test results.

  • Mark items with details, such as grade or acceptance-rejection status.

  • Inspect, test, or measure materials, products, installations, or work for conformance to specifications.

  • Position products, components, or parts for testing.

  • Read dials or meters to verify that equipment is functioning at specified levels.

  • Recommend necessary corrective actions, based on inspection results.

  • Inspect or test raw materials, parts, or products to determine compliance with environmental standards.

  • Check arriving materials to ensure that they match purchase orders, submitting discrepancy reports as necessary.

  • Stack or arrange tested products for further processing, shipping, or packaging.

  • Administer tests to assess whether engineers or operators are qualified to use equipment.

  • Clean, maintain, calibrate, or repair measuring instruments or test equipment, such as dial indicators, fixed gauges, or height gauges.

  • Compare colors, shapes, textures, or grades of products or materials with color charts, templates, or samples to verify conformance to standards.

  • Weigh materials, products, containers, or samples to verify packaging weights or ingredient quantities.

  • Measure dimensions of products to verify conformance to specifications, using measuring instruments, such as rulers, calipers, gauges, or micrometers.

  • Notify supervisors or other personnel of production problems.

  • Write test or inspection reports describing results, recommendations, or needed repairs.

  • Monitor machines that automatically measure, sort, or inspect products.

  • Fabricate, install, position, or connect components, parts, finished products, or instruments for testing or operational purposes.

  • Monitor production operations or equipment to ensure conformance to specifications, making necessary process or assembly adjustments.

  • Read blueprints, data, manuals, or other materials to determine specifications, inspection and testing procedures, adjustment methods, certification processes, formulas, or measuring instruments required.

  • Discard or reject products, materials, or equipment not meeting specifications.

  • Remove defects, such as chips, burrs, or lap corroded or pitted surfaces.

  • Grade, classify, or sort products according to sizes, weights, colors, or other specifications.

  • Record inspection or test data, such as weights, temperatures, grades, or moisture content, and quantities inspected or graded.

  • Disassemble defective parts or components, such as inaccurate or worn gauges or measuring instruments.

  • Collect or select samples for testing or for use as models.

  • Compute usable amounts of items in shipments.

  • Compute defect percentages or averages, using formulas and calculators.

  • Interpret legal requirements, provide safety information, or recommend compliance procedures to contractors, craft workers, engineers, or property owners.

  • Adjust, clean, or repair products or processing equipment to correct defects found during inspections.

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  • Selenium
  • Siemens Industrial AI
  • SAP software
  • Microsoft Visio
  • Mastercam Design
  • Apache Hive
  • Tolerance analysis software
  • Database software
  • Computer-aided inspection software
  • Design of experiments DOE software
  • Microsoft Word
  • Microsoft Access
  • Computer assisted design software
  • Mastercam computer-aided design and manufacturing software
  • Nova (Amazon)
  • Microsoft PowerPoint
  • Microsoft Excel
  • ABB AI Robotics
  • Dassault Systemes SolidWorks
  • Statistical process control SPC data collection devices
  • Microsoft Office software
  • Microsoft Outlook
  • Data entry software
  • Qwen (Alibaba)
  • Grok (xAI)
  • Gemini (Google)
  • Cognex Vision AI
  • Extensible markup language XML
  • DeepSeek
  • Inspection marking systems
  • Label inspection systems
  • Data analysis software
  • Sight Machine AI
  • Skype
  • The MathWorks MATLAB
  • Autodesk AutoCAD
  • IBM Notes
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  • FileMaker Pro
  • Minitab
  • Wilcox Associates PC-DMIS Inspection Planner
  • IBM Lotus Notes
  • Cybermetrics GAGETrak
  • Mistral (Mistral AI)
  • Dassault Systemes CATIA
  • Verisurf Metrology
  • Coordinate measuring machine software
  • R
  • Rockwell Automation AI
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  • Piezoelectric acceleration instruments
  • Continuity testers
  • Bit error rate testers BERT
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  • Conductivity meters
  • Pin gauges
  • Micrometers
  • Function generators
  • Strain gauges
  • Resonance acceleration instruments
  • Plug gauges
  • Backplane testers
  • Digital multimeters
  • Radiographic flaw detectors
  • Depth gauges
  • Holographic interferometers
  • Viscometers
  • Impact hammers
  • Forklifts
  • Compression testers
  • Digital voltmeters DVM
  • Mass flow leak testers
  • Pi tapes
  • Hipot testers
  • Magnetic particle flaw detectors
  • Signal generators
  • Shear testers
  • Vibration and shaker systems
  • Sorting machines
  • Sampling oscilloscopes
  • Manufacturing defect analyzers MDA
  • Magnetic induction acceleration instruments
  • Laser thickness gauges
  • Gloss meters
  • Digital resistance meters
  • Hydraulic pumps
  • Ammeters
  • Laser shearography flaw detectors
  • Shock testers
  • Accelerometers
  • Frequency counters
  • Linear or mixed signal equipment
  • Resistivity meters
  • Environmental chambers
  • Beta gauges
  • Resistance meters
  • In-circuit testers
  • Optical gauges
  • Digital resistance thermometers
  • Optical comparators
  • Direct current DC power testers
  • Hydraulic lifts
  • Coordinate measuring machines CMM
  • Industrial bench scales
  • Utrasonic flaw detectors
  • Height gauges
  • Return loss calibrator RLC passive component testers
  • Calorimetric leak testers
  • Eddy current probes
  • Measuring microscopes
  • Moisture meters
  • Printed circuit board PCB testers
  • Eddy current flaw detectors
  • Creep and stress relaxation testers
  • Metallurgical microscopes
  • Force transducers
  • Capacitive acceleration instruments
  • Tensile testers
  • Impact toughness testers
  • Verisurf CMM Master
  • Calipers
  • Logic test systems
  • Penetrant flaw detectors
  • Fatigue testers
  • Thread gauges
  • Hardness testers
  • Multimeters
  • Personal computers
  • Null-balance acceleration instruments
  • Color spectrometers
  • Verisurf 3Dgage
  • Overhead cranes
  • Pulse generators
  • Verisurf Master3DGage
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Alternative Job Titles